CN106096996A - The detection method of mobile terminal cheating and related device - Google Patents
The detection method of mobile terminal cheating and related device Download PDFInfo
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- CN106096996A CN106096996A CN201610378136.5A CN201610378136A CN106096996A CN 106096996 A CN106096996 A CN 106096996A CN 201610378136 A CN201610378136 A CN 201610378136A CN 106096996 A CN106096996 A CN 106096996A
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- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0241—Advertisements
- G06Q30/0248—Avoiding fraud
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- G—PHYSICS
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- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
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Abstract
The present invention provides detection method and the device of a kind of mobile terminal cheating, and described method includes step: receives the request of mobile terminal transmission and obtains its particular community information;The fractional value being used for assessing the described request of this mobile terminal is calculated based on described arbitrary particular community information;Judge whether this mobile terminal exists cheating based on described fractional value;The mobile terminal that there is cheating is pushed and presets prize or do not push prize.Whether the method for the invention or device can be prejudged before prize pushes is cheating, prize is pushed more accurate, it is avoided by nonconventional approaches and obtains the loss that prize brings to businessman, also make prize be pushed to potential valuable user more simultaneously, promote the popularization and application of application program further.
Description
Technical field
The present invention relates to security fields, specifically, the present invention relates to the detection method of a kind of mobile terminal cheating
And related device.
Background technology
Along with the development of internet industry, businessman has been not limited to traditional marketing mode and has promoted the product of oneself,
If APP businessman is in order to faster promote its APP application, attract more users to download by the way of distributing prize or prize and use it
APP, although this mode can Rapid Popularization APP at short notice, assemble a number of customer group, but it there is also
Drawback.If some user is just to obtaining prize or prize, especially for the prize that some wholesale prizes or value are higher,
Being easier to promote user to use more informal means to rob prize or prize, as robbed prize emperorship, virtual machine robs prize, this
Sample can evade businessman set rob prize or prize rule, it is thus achieved that more prizes or prize.
But this has run counter to businessman and has awarded prizes the intention of product or prize, is not only not carried out the popularization of APP application, also add business
Industry activity cost, also have impact on the prize acquisition probability of other normal users.Prior art, in order to solve this problem, uses school
The mode testing code is verified, as the modes such as input numeral, input picture verify.But check code mode adds operation step
Suddenly, it has not been convenient to the operation of user, some users so that businessman runs off, do not meet the demand of businessman.Based on this, it would be highly desirable to need to carry
For can prevent from practising fraud during robbing prize or prize the method promoting merchant product simultaneously.
Summary of the invention
The purpose of the present invention aims to solve the problem that at least one problem above-mentioned, it is provided that the detection side of a kind of mobile terminal cheating
Method and device, prevent from robbing the cheating during prize or prize.
To achieve these goals, the present invention provides the detection method of a kind of mobile terminal cheating, including following step
Rapid:
Receive the request of mobile terminal transmission and obtain its particular community information;
The fractional value being used for assessing the described request of this mobile terminal is calculated based on described arbitrary particular community information;
Judge whether this mobile terminal exists cheating based on described fractional value;
The mobile terminal that there is cheating is pushed and presets prize or do not push prize.
Further, the step of the described calculating fractional value for assessing mobile terminal request is as follows:
Calculate the probit that described mobile terminal is detected, the i.e. first probit based on arbitrary particular community information;
The request that mobile terminal described in statistical computation sends accounts for the probit of all requests that server receives, and i.e. second
Probit;
Based on described first probit and the second probit calculate described request for evaluating this mobile terminal point
Numerical value.
Preferably, described special characteristic information include following at least one:
Model, production firm, operating system version number, UUID, IMEI, MAC Address.
It is also preferred that the left also include previous step: the User Identity receiving mobile terminal transmission accords with and verify this user's body
Part identifier.
Further, further comprise the steps of:
Obtain the geographical location information that mobile terminal is current;
Determine whether that the geographical location information usual with user is consistent, if consistent, judge that this mobile terminal does not exist cheating
Behavior;
If inconsistent, judge that this mobile terminal exists cheating.
Further, based on described fractional value judge this mobile terminal whether exist cheating step particularly as follows:
Described fractional value is compared with preset value, if this fractional value is more than described preset value, then judges that this moves end
There is cheating in end.
Further, further comprise the steps of: by user personalized information correction preset value.
Concrete, described user personalized information includes that installation procedure list information, software use information, whether used
The information of specific software.
Further, further comprise the steps of: whether the same account of detection logs on multiple mobile terminal devices.
Further, further comprise the steps of: will be judged as existing cheating mobile terminal particular community information add
Blacklist.
Further, further comprise the steps of: the mobile terminal particular community information obtained and the shifting of record in described blacklist
Dynamic terminal attributive information contrasts, to determine whether this mobile terminal exists cheating.
Further, also include step, to there is not the mobile terminal of cheating according to corresponding prize distribution policy
Information determines prize type and the amount of money of propelling movement.
Farther include step, receive the request of the acquisition prize that mobile terminal sends and resolve, to obtain prize distribution
Policy information.
Concrete, described prize type includes non-cash prize, coupons, particular commodity, convertible note.
Preferably, described prize distribution policy information includes: whether characterize described application-specific after Preset Time
Unloaded information.
Preferably, described prize distribution policy information includes: characterize described application-specific making after Preset Time
The information of predeterminated frequency whether it is reduced to by frequency.
Preferably, described prize distribution policy information includes: characterize whether described application-specific is to be chosen by user
Information for the application program of pre-unloading.
Preferably, described prize distribution policy information includes: whether the use frequency characterizing described application-specific surpasses
Cross the information of the threshold value preset.
The present invention also provides for the detection device of a kind of mobile terminal cheating, including:
Receive unit: for receiving the request of mobile terminal transmission and obtaining its particular community information;
Assessment unit: for calculating the described request for assessing this mobile terminal based on described arbitrary particular community information
Fractional value;
Judging unit: for judging whether this mobile terminal exists cheating based on described fractional value;
First push unit: preset prize for the mobile terminal that there is cheating is pushed or do not push prize.
Concrete, the step that described assessment unit performs includes:
Calculate the probit that described mobile terminal is detected, the i.e. first probit based on arbitrary particular community information;
The request that mobile terminal described in statistical computation sends accounts for the probit of all requests that server receives, and i.e. second
Probit;
Based on described first probit and the second probit calculate described request for evaluating this mobile terminal point
Numerical value.
It is also preferred that the left described special characteristic information include following at least one:
Model, production firm, operating system version number, UUID, IMEI, MAC Address.
It is also preferred that the left also include authentication unit, the User Identity sent for receiving mobile terminal accords with and verifies this use
Family identification identifier.
Further, positioning unit is also included, execution following steps:
Obtain the geographical location information that mobile terminal is current;
Determine whether that the geographical location information usual with user is consistent, if consistent, judge that this mobile terminal does not exist cheating
Behavior;
If inconsistent, judge that this mobile terminal exists cheating.
Concrete, it is judged that step that unit performs particularly as follows:
Described fractional value is compared with preset value, if this fractional value is more than described preset value, then judges that this moves end
There is cheating in end.
Further, also include amending unit, be configured to user personalized information correction preset value.
Concrete, described user personalized information includes that installation procedure list information, software use information, whether used
The information of specific software.
Further, also include detector unit, be configured to detect whether same account steps on multiple mobile terminal devices
Record.
Further, also include blacklist unit, be configured to the mobile terminal by being judged as existing cheating special
Determine attribute information and add blacklist.
Concrete, described blacklist unit performs step the most further: by the mobile terminal particular community information that obtains with
In described blacklist, the mobile terminal attribute information of record contrasts, to determine whether this mobile terminal exists cheating.
Further, also include the second push unit, for the mobile end that there is not mobile mobile terminal cheating
End determines prize type and the amount of money of propelling movement according to corresponding prize distribution policy information.
Concrete, described reception unit is additionally configured to receive the request of the acquisition prize that mobile terminal sends and resolve,
To obtain prize distribution policy information.
Concrete, described prize type includes non-cash prize, coupons, particular commodity, convertible note.
Preferably, described prize distribution policy information includes: whether characterize described application-specific after Preset Time
Unloaded information.
Preferably, described prize distribution policy information includes: characterize described application-specific making after Preset Time
The information of predeterminated frequency whether it is reduced to by frequency.
Preferably, described prize distribution policy information includes: characterize whether described application-specific is to be chosen by user
Information for the application program of pre-unloading.
Preferably, described prize distribution policy information includes: whether the use frequency characterizing described application-specific surpasses
Cross the information of the threshold value preset.
Compared to existing technology, the solution of the present invention has the advantage that
The present invention is added up by the probability special characteristic information of the mobile terminal of acquisition request prize occur, and
The behavior obtaining prize based on this mobile terminal request of corresponding probability assessment is the most illegal.It is possible to before prize pushes pre-
First determine whether cheating so that prize pushes more accurate, it is to avoid obtain prize by nonconventional approaches and carry to businessman
The loss come, also makes prize be pushed to potential valuable user more simultaneously, promotes the popularization of application program further
Application.
Aspect and advantage that the present invention adds will part be given in the following description, and these will become from the following description
Obtain substantially, or recognized by the practice of the present invention.
Accompanying drawing explanation
The present invention above-mentioned and/or that add aspect and advantage will become from the following description of the accompanying drawings of embodiments
Substantially with easy to understand, wherein:
Fig. 1 is the detection method schematic flow sheet of mobile terminal cheating described in the embodiment of the present invention;
Fig. 2 is the schematic flow sheet described in the embodiment of the present invention being estimated the request of mobile terminal;
Fig. 3 is the detection method schematic flow sheet of mobile terminal cheating described in another embodiment of the present invention;
Fig. 4 is the structure of the detecting device schematic diagram of mobile terminal cheating described in the embodiment of the present invention.
Detailed description of the invention
Embodiments of the invention are described below in detail, and the example of described embodiment is shown in the drawings, the most from start to finish
Same or similar label represents same or similar element or has the element of same or like function.Below with reference to attached
The embodiment that figure describes is exemplary, is only used for explaining the present invention, and is not construed as limiting the claims.
Those skilled in the art of the present technique are appreciated that unless expressly stated, singulative used herein " ", "
Individual ", " described " and " being somebody's turn to do " may also comprise plural form.It is to be further understood that use in the description of the present invention arranges
Diction " including " refers to there is described feature, integer, step, operation, element and/or assembly, but it is not excluded that existence or adds
Other features one or more, integer, step, operation, element, assembly and/or their group.It should be understood that when we claim unit
Part is " connected " or during " coupled " to another element, and it can be directly connected or coupled to other elements, or can also exist
Intermediary element.Additionally, " connection " used herein or " coupling " can include wireless connections or wireless couple.Used herein arrange
Diction "and/or" includes that one or more list the whole of item or any cell being associated combines with whole.
Those skilled in the art of the present technique are appreciated that unless otherwise defined, and all terms used herein (include technology art
Language and scientific terminology), have with the those of ordinary skill in art of the present invention be commonly understood by identical meaning.Also should
Be understood by, those terms defined in such as general dictionary, it should be understood that have with in the context of prior art
The meaning that meaning is consistent, and unless by specific definitions as here, otherwise will not use idealization or the most formal implication
Explain.
Those skilled in the art of the present technique are appreciated that " terminal " used herein above, " terminal unit " had both included wireless communication
The equipment of number receptor, it only possesses the equipment of wireless signal receiver of non-emissive ability, includes again receiving and launching hardware
Equipment, its have can on bidirectional communication link, perform two-way communication reception and launch hardware equipment.This equipment
May include that honeycomb or other communication equipments, it has single line display or multi-line display or does not has multi-line to show
The honeycomb of device or other communication equipments;PCS (Personal Communications Service, PCS Personal Communications System), it can
Process with combine voice, data, fax and/or its communication ability;PDA (Personal Digital Assistant, individual
Digital assistants), it can include the access of radio frequency receiver, pager, the Internet/intranet, web browser, notepad, day
Go through and/or GPS (Global Positioning System, global positioning system) receptor;Conventional laptop and/or palm
Type computer or other equipment, its have and/or include the conventional laptop of radio frequency receiver and/or palmtop computer or its
His equipment." terminal " used herein above, " terminal unit " can be portable, can transport, be arranged on the vehicles (aviation,
Sea-freight and/or land) in, or be suitable for and/or be configured at local runtime, and/or with distribution form, operate in the earth
And/or any other position operation in space." terminal " used herein above, " terminal unit " can also is that communication terminal, on
Network termination, music/video playback terminal, such as, can be PDA, MID (Mobile Internet Device, mobile Internet
Equipment) and/or there is the mobile phone of music/video playing function, it is also possible to it is the equipment such as intelligent television, Set Top Box.
Those skilled in the art of the present technique are appreciated that remote network devices used herein above, and it includes but not limited to meter
The cloud that calculation machine, network host, single network server, multiple webserver collection or multiple server are constituted.Here, Yun Youji
A large amount of computers or the webserver in cloud computing (Cloud Computing) are constituted, and wherein, cloud computing is Distributed Calculation
One, the super virtual machine being made up of a group loosely-coupled computer collection.In embodiments of the invention, far-end
Can realize communicating by any communication mode between the network equipment, terminal unit with WNS server, include but not limited to, based on
The mobile communication of 3GPP, LTE, WIMAX, based on TCP/IP, the computer network communication of udp protocol and based on bluetooth, infrared
The low coverage wireless transmission method of transmission standard.
Refer to the detection method flow process signal of the mobile terminal cheating that Fig. 1, Fig. 1 provide for the embodiment of the present invention
Figure, comprises the following steps:
S11, the request of reception mobile terminal transmission also obtain its particular community information;
When user clicks on and robs bonus materials button or detect that user uses the situations such as application-specific frequency is low, by moving
Prize distributing programs built-in in terminal sends the request obtaining prize to server.Server receives respective request, based on
This acquisition request particular community information, wherein, described particular community information include following at least one: model, production firm, behaviour
Make system version number, UUID, IMEI, MAC Address.Concrete, the MAC Address of the mobile terminal device got can be passed through, look into
Ask mobile terminal model, production firm and operating system version number, UUID, IMEI etc. that in data base, this MAC Address is corresponding
Information.
It is also preferred that the left also included previous step before performing this step: receive the User Identity that mobile terminal sends
Accord with and verify that this User Identity accords with.Under normal circumstances, mobile terminal passes through telnet server, can obtain an ID,
I.e. User Identity symbol, for characterizing the identity information of the user of this mobile terminal, this User Identity symbol and login clothes
The account of business device is one to one.When mobile terminal communicates with server, during as sent the request obtaining prize, meeting
Thering is provided the id information of oneself, server receives corresponding id information and the ID letter of this mobile phone users of storage in data base
Breath contrasts, if consistent, this authenticating user identification success, if inconsistent, this authenticating user identification failure, the most directly judge
It is the mobile terminal that there is cheating.
In other embodiments, before performing above-mentioned steps, also include whether detecting same account multiple mobile whole
Log on end equipment.If same user account logs on multiple mobile terminal devices simultaneously, then judge the plurality of mobile terminal
All there is the behavior of cheating.
S12, calculate the fractional value of described request for assessing this mobile terminal based on described arbitrary particular community information;
Described based on arbitrary particular community information, refer specifically to detect model, production firm, operating system version number,
Any information in UUID, IMEI, MAC Address, then be judged as that current request is the request that corresponding mobile terminal sends.The most right
The request of this mobile terminal is assessed, and assesses its request the most illegal, and with reference to shown in Fig. 2, concrete appraisal procedure is as follows:
Step 1, calculate the probit that described mobile terminal is detected based on arbitrary particular community information, the i.e. first probability
Value;
Presetting IP address range, statistics detects mobile terminal request at each IP address in this IP address range
Number of times, the arbitrary special characteristic information at described mobile terminal, model, production firm, operating system version number i.e. detected
In at least one occur in the number of times at each IP address, add up at each IP address this mobile terminal respectively for obtaining prize
The request number of times of product, makees the ratio between the request number of times of the multiple mobile terminals occurred at this request number of times and this IP address
For the first probit of this mobile terminal at current IP address.Wherein, all to should of mobile terminal at each IP address
First probit.
Further, described IP address can also be domain-name information, and wherein, domain name information includes that the domain name owner believes
The information such as breath, the registrar at domain name place, hour of log-on, expiration time and renewal time.When mobile terminal accessing is corresponding
During website, server receive corresponding access request and judge whether the domain-name information of current site is website domain set in advance
Information in name information list, if the domain-name information of current site is the information in the domain name information list of website set in advance,
Then judge that this website belongs to the network environment specified.Thus, the described arbitrary special characteristic to the mobile terminal accessing this website
The number of times that information occurs carries out adding up the request number of times as this mobile terminal, and by this numerical value and all these websites of access
Ratio between the request number of times of multiple mobile terminals is as the first probit described in the present embodiment.Wherein, described set in advance
One the first probit of the corresponding described mobile terminal in each website in fixed website domain name information list.
The request that mobile terminal described in step 2, statistical computation sends accounts for the probit of all requests that server receives,
I.e. second probit;
Summary step statistics each IP address at and/or access in the domain name information list of website set in advance
The mobile terminal of each website to server send for obtaining the request number of times of prize, i.e. calculate at each IP address and/
Or the request number of times sum that the mobile terminal accessing each website set in advance sends to server, and should be worth and unite with server
The ratio of the request number of times that all mobile terminals received of meter send is as the second probit.
Step 3, calculate for evaluate described in this mobile terminal please based on described first probit and the second probit
The fractional value asked.
It is also preferred that the left the described fractional value for evaluating mobile terminal request can be calculated by Bayesian model.Bayes is
About the conditional probability of random event A and B and marginal probability.Specific as follows:
The Bayesian model of training in advance includes the special characteristic information of multiple described mobile terminal, each characteristic information
To there being the forward weighted value belonging to normal behaviour, correspondingly there is the negative sense weighted value belonging to cheating.Just belong to each
The forward weighted value of Chang Hangwei and have the negative sense weighted value belonging to cheating accordingly, the most corresponding with each IP address at
Or the first probit of mobile terminal corresponding to each website is weighted summation and obtains respective value, and ask this numerical value with described
The ratio of the second probit, then this ratio is the fractional value for evaluating this mobile terminal request of the present invention.
S13, judge whether this mobile terminal exists cheating based on described fractional value;
At described arbitrary preset IP address or first probit of certain mobile terminal of arbitrary default domain name of access is high
When first threshold, then judge that this mobile terminal at this IP there may be mobile mobile terminal cheating, monitor this and move
Terminal request.Confirm simultaneously the second probit of this mobile terminal whether also above Second Threshold, when higher than the first probit,
The fractional value of this mobile terminal request is then calculated based on the first probit and the second probit.Mobile terminal by described fractional value with
Preset value compares, it is preferable that described preset value is 30, when described fractional value is more than 30, then judges that this mobile terminal is deposited
Behavior in cheating.
Further, as it is shown on figure 3, the embodiment of the present invention also includes step S130: repaiied by user personalized information
Positive preset value.Concrete, described user personalized information includes that installation procedure list information, software use information, whether use
Cross the information of specific software.Wherein, software uses information to be specially the software service condition of user, such as: use software kind,
Frequency of usage etc..In the present embodiment, software uses the acquisition of information according to 360 mobile phone bodyguards and the data of 360 mobile phone assistants
Source.Software uses the effect of information to be to label (Tag) to user, and the detailed process beating Tag is: each software has accordingly
Tag, such as: physical culture, news, call a taxi, take-away etc., first capture the Tag of each software, the Tag captured arranged, classify;
Obtain the software information installed on mobile mobile terminal 11, according to the Tag type statistics recurrence user's installed belonging to software
The interest of Tag, i.e. user.Wherein, more accurate for the Tag making user, the frequency of usage that may also be combined with software carrys out the Tag to user
Simplifying, such as: frequency of usage is the software of 1 time, its Tag can be not as the Tag of user.Described whether use specific software
Information, as used the information of the softwares such as Callshow.High to the frequency installed application-specific, use specific software, make for
The user of the softwares such as electricity is elegant, sets bigger preset value, to avoid its request to be mistaken for cheating.
S14, the mobile terminal that there is cheating is pushed and presets prize or do not push prize.
When determining that mobile terminal exists behavior, server pushes the prize preset according to preset rules to this mobile terminal
Product, such as 0.1 yuan of prize, or do not push any prize.
In order to further determine whether mobile terminal exists cheating, reducing False Rate, the embodiment of the present invention is also wrapped
Include step:
1, the geographical location information that mobile terminal is current is obtained;
The current geographic position information of mobile terminal is obtained by GPS location.
2, determine whether that the geographical location information usual with user is consistent, if consistent, judge that this mobile terminal does not exist work
Fraud behavior;
The usual geographical location information of this mobile terminal of the geographical location information of above-mentioned acquisition and server being stored does
Comparison, wherein, the usual geographical location information of this mobile terminal described is added up according to the tracking in certain period of time by server
Obtain, and be periodically updated.If the geographical location information after Dui Bi is consistent, i.e. the distance between positional information is less than presetting
Scope, then judge that this mobile terminal does not exist cheating.
If 3 is inconsistent, judge that this mobile terminal exists cheating.
Further, further comprise the steps of: the mobile terminal particular community information being judged as existing cheating is added
Enter blacklist.If mobile terminal is repeatedly determined there is cheating, such as 3 times, then by the respective specific attribute of this mobile terminal
Information, user account etc. can uniquely characterize the information of this mobile terminal identity and be stored in blacklist, to forbid that this mobile terminal obtains
Take the request of prize.Meanwhile, in order to more convenient and quicker determine whether some mobile terminal exists cheating, farther include
Step, it is right the mobile terminal particular community information of acquisition and the mobile terminal attribute information of record in described blacklist to be carried out
Ratio, to determine whether this mobile terminal exists cheating.
The mobile terminal that the embodiment of the present invention further comprises the steps of: there is not cheating distributes plan according to corresponding prize
Slightly information determines prize type and the amount of money of propelling movement.Wherein, described prize type include cash red packet, coupons, particular commodity,
The various forms of prize such as convertible note.Described prize distribution policy information is received, by server, the acquisition prize that mobile terminal sends
Request and resolve acquisition.Concrete, described prize distribution policy information includes: characterize described application-specific when default
Information the most unloaded after between, characterizes whether described application-specific use frequency after Preset Time is reduced to preset
The information of frequency, characterizes whether described application-specific is to be chosen the information into the pre-application program unloaded by user, characterizes
Whether the use frequency of described application-specific exceedes the information of default threshold value.
After application-specific is installed to mobile terminal, for this application program in special time, user is made
It is analyzed statistics by situation.As the most unloaded at Preset Time, if user installation software did not unloaded within seven days, the most right
It distributes prize to reward.
By user uses the situation of application-specific be analyzed statistics, businessman can be targetedly to active
Spend high user and distribute prize, so that those users to be rewarded, encourage those users to use the enthusiasm of application program.Also wrap
Include and high-risk user is analyzed statistics, carried out any operation as being provided without this application program in Preset Time, and dropped suddenly
The use frequency of this application program low, and to choose this application-specific be the application that will unload.Specifically can make above-mentioned
Corresponding data message is converted to, the prize distribution policy information corresponding to generate this application program by situation.
Specifically, described prize distribution policy information characterizes whether described application-specific is unloaded after Preset Time
The information carried, as installed seven days distribution prizes the most unloaded;Characterize described application-specific after Preset Time
Use whether frequency is reduced to the information of predeterminated frequency, as user used the frequency of this application program to drop suddenly in one month
Low, as one month only one day is using, then judge that this user, as high-risk user, distributes prize to the mobile terminal of this user;
Characterize whether described application-specific is to be chosen the information into the pre-application program unloaded, as when user is due to internal memory by user
When low or other reasons carries out unloading application program in batches, when choosing this application-specific to unload, then judge this user
For high-risk user, timely ejection user interface carries out prize and distributes;Whether the use frequency characterizing described application-specific surpasses
Cross the information of the threshold value preset, as counting user uses the number of times of this application-specific frequently in one week or one month, then
Judge that this user as any active ues, then distributes prize to this user, so that its enthusiasm to be encouraged.
In order to further method described in the embodiment of the present invention is described in modular fashion, as shown in Figure 4, it is provided that one
Plant the detection device of mobile terminal cheating, including receiving unit 11, assessment unit 12, judging unit the 13, first propelling movement list
Unit 14, and the second push unit 15, wherein,
Described reception unit 11, for receiving the request of mobile terminal transmission and obtaining its particular community information;
When user clicks on and robs bonus materials button or detect that user uses the situations such as application-specific frequency is low, by moving
Prize distributing programs built-in in terminal sends the request obtaining prize to server.The reception unit 11 of server receives phase
Should ask, based on this acquisition request particular community information, wherein, described particular community information include following at least one: model,
Production firm, operating system version number, UUID, IMEI, MAC Address.Concrete, can be by the mobile terminal device that gets
MAC Address, corresponding mobile terminal model, production firm and the operating system version number of this MAC Address in inquiry data base,
The information such as UUID, IMEI.
It is also preferred that the left also included authentication unit before performing this reception unit 11: for receiving the use that mobile terminal sends
Family identification identifier also verifies that this User Identity accords with.Under normal circumstances, mobile terminal passes through telnet server, can obtain
To an ID, i.e. User Identity symbol, for characterizing the identity information of the user of this mobile terminal, this User Identity accords with
It is one to one with the account of login service device.When mobile terminal communicates with server, obtain prize as sent
During request, can provide the id information of oneself, server receives corresponding id information and this mobile terminal of storage in data base
The id information of user contrasts, if consistent, this authenticating user identification success, if inconsistent, this authenticating user identification failure,
The most directly determine that it is the mobile terminal that there is cheating.
In other embodiments, before performing said units, also include detector unit, be configured to detect same account
Whether log on multiple mobile terminal devices.If same user account logs on multiple mobile terminal devices simultaneously, then sentence
All there is the behavior of cheating in fixed the plurality of mobile terminal.
Described assessment unit 12, for calculating the institute for assessing this mobile terminal based on described arbitrary particular community information
State the fractional value of request;
Described based on arbitrary particular community information, refer specifically to detect model, production firm, operating system version number,
Any information in UUID, IMEI, MAC Address, then judge the request that current request sends as corresponding mobile terminal.Accordingly by commenting
Estimate unit 12 request of this mobile terminal is assessed, assess its request the most illegal, with reference to shown in Fig. 2, described assessment unit
12 appraisal procedures specifically performed are as follows:
Step 1, calculate the probit that described mobile terminal is detected based on arbitrary particular community information, the i.e. first probability
Value;
Presetting IP address range, statistics detects mobile terminal request at each IP address in this IP address range
Number of times, the arbitrary special characteristic information at described mobile terminal, model, production firm, operating system version number i.e. detected
In at least one occur in the number of times at each IP address, add up at each IP address this mobile terminal respectively for obtaining prize
The request number of times of product, makees the ratio between the request number of times of the multiple mobile terminals occurred at this request number of times and this IP address
For the first probit of this mobile terminal at current IP address.Wherein, all to should of mobile terminal at each IP address
First probit.
Further, described IP address can also be domain-name information, and wherein, domain name information includes that the domain name owner believes
The information such as breath, the registrar at domain name place, hour of log-on, expiration time and renewal time.When mobile terminal accessing is corresponding
During website, server receive corresponding access request and judge whether the domain-name information of current site is website domain set in advance
Information in name information list, if the domain-name information of current site is the information in the domain name information list of website set in advance,
Then judge that this website belongs to the network environment specified.Thus, the described arbitrary special characteristic to the mobile terminal accessing this website
The number of times that information occurs carries out adding up the request number of times as this mobile terminal, and by this numerical value and all these websites of access
Ratio between the request number of times of multiple mobile terminals is as the first probit described in the present embodiment.Wherein, described set in advance
One the first probit of the corresponding described mobile terminal in each website in fixed website domain name information list.
The request that mobile terminal described in step 2, statistical computation sends accounts for the probit of all requests that server receives,
I.e. second probit;
Summary step statistics each IP address at and/or access in the domain name information list of website set in advance
The mobile terminal of each website to server send for obtaining the request number of times of prize, i.e. calculate at each IP address and/
Or the request number of times sum that the mobile terminal accessing each website set in advance sends to server, and should be worth and unite with server
The ratio of the request number of times that all mobile terminals received of meter send is as the second probit.
Step 3, calculate for evaluate described in this mobile terminal please based on described first probit and the second probit
The fractional value asked.
It is also preferred that the left the described fractional value for evaluating mobile terminal request can be calculated by Bayesian model.Bayes is
About the conditional probability of random event A and B and marginal probability.Specific as follows:
The Bayesian model of training in advance includes the special characteristic information of multiple described mobile terminal, each characteristic information
To there being the forward weighted value belonging to normal behaviour, correspondingly there is the negative sense weighted value belonging to cheating.Just belong to each
The forward weighted value of Chang Hangwei and have the negative sense weighted value belonging to cheating accordingly, the most corresponding with each IP address at
Or the first probit of mobile terminal corresponding to each website is weighted summation and obtains respective value, and ask this numerical value with described
The ratio of the second probit, then this ratio is the fractional value for evaluating this mobile terminal request of the present invention.
Based on described fractional value, described judging unit 13, for judging whether this mobile terminal exists cheating;
At described arbitrary preset IP address or first probit of certain mobile terminal of arbitrary default domain name of access is high
When first threshold, then judging unit 13 judges that this mobile terminal at this IP there may be mobile mobile terminal cheating,
Monitor this mobile terminal request.Confirm simultaneously the second probit of this mobile terminal whether also above Second Threshold, when higher than
During one probit, then calculate the fractional value of this mobile terminal request based on the first probit and the second probit.Mobile terminal will
Described fractional value compares with preset value, it is preferable that described preset value is 30, when described fractional value is more than 30, then judges
There is the behavior of cheating in this mobile terminal.
Further, the embodiment of the present invention also includes amending unit, for by described in user personalized information correction
Preset value.Concrete, described user personalized information includes that installation procedure list information, software use information, user's sex, are
The no information using specific software.Wherein, software uses information to be specially the software service condition of user, such as: use software
Kind, frequency of usage etc..In the present embodiment, software uses the acquisition of information according to 360 mobile phone bodyguards and 360 mobile phone assistants
Data source.Software uses the effect of information to be to label (Tag) to user, and the detailed process beating Tag is: each software
Have corresponding Tag, such as: physical culture, news, call a taxi, take-away etc., first capture the Tag of each software, the Tag captured is arranged,
Classification;Obtain the software information installed on mobile mobile terminal 11, according to the Tag type statistics recurrence user installed belonging to software
Tag, i.e. the interest of user.Wherein, more accurate for the Tag making user, the frequency of usage that may also be combined with software comes user's
Tag simplifies, such as: frequency of usage is the software of 1 time, and its Tag can be not as the Tag of user.Described whether use specific soft
The information of part, as used the information of the softwares such as Callshow.
Described first push unit 14, presets prize for pushing the mobile terminal that there is cheating or does not push prize
Product.
When determining that mobile terminal exists behavior, server calls the first push unit 14 moves to this according to preset rules
Terminal pushes the prize preset, and such as 0.1 yuan of prize, or does not push any prize.
In order to further determine whether mobile terminal exists cheating, reducing False Rate, the embodiment of the present invention is also wrapped
Include positioning unit, specifically perform following steps:
1, the geographical location information that mobile terminal is current is obtained;
The current geographic position information of mobile terminal is obtained by GPS location.
2, determine whether that the geographical location information usual with user is consistent, if consistent, judge that this mobile terminal does not exist work
Fraud behavior;
The usual geographical location information of this mobile terminal of the geographical location information of above-mentioned acquisition and server being stored does
Comparison, wherein, the usual geographical location information of this mobile terminal described is added up according to the tracking in certain period of time by server
Obtain, and be periodically updated.If the geographical location information after Dui Bi is consistent, i.e. the distance between positional information is less than presetting
Scope, then judge that this mobile terminal does not exist cheating.
If 3 is inconsistent, judge that this mobile terminal exists cheating.
Further, further comprise the steps of: the mobile terminal particular community information being judged as existing cheating is added
Enter blacklist.If mobile terminal is repeatedly determined there is cheating, such as 3 times, then by the respective specific attribute of this mobile terminal
Information, user account etc. can uniquely characterize the information of this mobile terminal identity and be stored in blacklist, to forbid that this mobile terminal obtains
Take the request of prize.Meanwhile, in order to more convenient and quicker determine whether some mobile terminal exists cheating, farther include
Step, it is right the mobile terminal particular community information of acquisition and the mobile terminal attribute information of record in described blacklist to be carried out
Ratio, to determine whether this mobile terminal exists cheating.
The embodiment of the present invention also includes the second push unit 15, for there is not the mobile terminal of cheating according to phase
The prize distribution policy information answered determines prize type and the amount of money of propelling movement.Wherein, described prize type includes cash red packet, generation
The various forms of prizes such as gold note, particular commodity, convertible note.Described prize distribution policy information is received mobile terminal by server
Send obtains the request of prize and resolves acquisition.Concrete, described prize distribution policy information includes: characterize described specific should
By program information the most unloaded after Preset Time, characterize described application-specific use frequency after Preset Time
Whether it is reduced to the information of predeterminated frequency, characterizes whether described application-specific is to be chosen the application journey into pre-unloading by user
The information of sequence, whether the use frequency characterizing described application-specific exceedes the information of default threshold value.
After application-specific is installed to mobile mobile terminal, for this application program in special time, to user
Service condition be analyzed statistics.As the most unloaded at Preset Time, if user installation software did not unloaded within seven days,
Then it is distributed prize to reward.
By user uses the situation of application-specific be analyzed statistics, businessman can be targetedly to active
Spend high user and distribute prize, so that those users to be rewarded, encourage those users to use the enthusiasm of application program.Also wrap
Include and high-risk user is analyzed statistics, carried out any operation as being provided without this application program in Preset Time, and dropped suddenly
The use frequency of this application program low, and to choose this application-specific be the application that will unload.Specifically can make above-mentioned
Corresponding data message is converted to, the prize distribution policy information corresponding to generate this application program by situation.
Specifically, described prize distribution policy information characterizes whether described application-specific is unloaded after Preset Time
The information carried, as installed seven days distribution prizes the most unloaded;Characterize described application-specific after Preset Time
Use whether frequency is reduced to the information of predeterminated frequency, as user used the frequency of this application program to drop suddenly in one month
Low, as one month only one day is using, then judge that this user, as high-risk user, distributes prize to the mobile mobile terminal of this user
Product;Whether characterize described application-specific is to be chosen the information of application program into pre-unloading by user, as when user due to
When internal memory is low or other reasons carries out unloading application program in batches, when choosing this application-specific to unload, then judging should
User is high-risk user, and timely ejection user interface carries out prize and distributes;The use frequency characterizing described application-specific is
The no information exceeding default threshold value, as counting user uses the number of times frequency of this application-specific in one week or one month
Numerous, then judge that this user as any active ues, then distributes prize to this user, so that its enthusiasm to be encouraged.
In sum, whether the method for the invention or device can be prejudged before prize pushes is mobile
Terminal cheating so that prize pushes more accurate, it is to avoid obtain the loss that prize brings to businessman by nonconventional approaches,
Also make prize be pushed to potential valuable user more simultaneously, promote the popularization and application of application program further.
Those skilled in the art of the present technique are appreciated that the present invention includes relating to perform in operation described herein
One or more equipment.These equipment can be required purpose and specialized designs and manufacture, or can also include general
Known device in computer.These equipment have storage computer program within it, and these computer programs are optionally
Activate or reconstruct.Such computer program can be stored in equipment (such as, computer) computer-readable recording medium or be stored in
In being suitable to store e-command and be coupled to any kind of medium of bus respectively, described computer-readable medium include but not
Be limited to any kind of dish (including floppy disk, hard disk, CD, CD-ROM and magneto-optic disk), ROM (Read-Only Memory, only
Read memorizer), RAM (Random Access Memory, memorizer immediately), EPROM (Erasable Programmable
Read-Only Memory, Erarable Programmable Read only Memory), EEPROM (Electrically Erasable
Programmable Read-Only Memory, EEPROM), flash memory, magnetic card or light line card
Sheet.It is, computer-readable recording medium includes by equipment (such as, computer) with the form storage that can read or any Jie of transmission information
Matter.
Those skilled in the art of the present technique be appreciated that can with computer program instructions realize these structure charts and/or
The combination of the frame in each frame in block diagram and/or flow graph and these structure charts and/or block diagram and/or flow graph.This technology is led
Field technique personnel be appreciated that these computer program instructions can be supplied to general purpose computer, special purpose computer or other
The processor of programmable data processing method realizes, thus by computer or the process of other programmable data processing methods
Device performs the scheme specified in structure chart disclosed by the invention and/or block diagram and/or the frame of flow graph or multiple frame.
Those skilled in the art of the present technique be appreciated that the various operations discussed in the present invention, method, in flow process
Step, measure, scheme can be replaced, changed, combined or deleted.Further, there is discussed in the present invention each
Other steps in kind operation, method, flow process, measure, scheme can also be replaced, changed, reset, decomposed, combined or deleted.
Further, of the prior art have and the step in the various operations disclosed in the present invention, method, flow process, measure, scheme
Can also be replaced, changed, reset, decomposed, combined or deleted.
The above is only the some embodiments of the present invention, it is noted that for the ordinary skill people of the art
For Yuan, under the premise without departing from the principles of the invention, it is also possible to make some improvements and modifications, these improvements and modifications also should
It is considered as protection scope of the present invention.
Claims (10)
1. the detection method of a mobile terminal cheating, it is characterised in that comprise the following steps:
Receive the request of mobile terminal transmission and obtain its particular community information;
The fractional value being used for assessing the described request of this mobile terminal is calculated based on described arbitrary particular community information;
Judge whether this mobile terminal exists cheating based on described fractional value;
The mobile terminal that there is cheating is pushed and presets prize or do not push prize.
Method the most according to claim 1, it is characterised in that described calculating is for assessing the fractional value of mobile terminal request
Step as follows:
Calculate the probit that described mobile terminal is detected, the i.e. first probit based on arbitrary particular community information;
The request that mobile terminal described in statistical computation sends accounts for the probit of all requests that server receives, the i.e. second probability
Value;
The fractional value of described request for evaluating this mobile terminal is calculated based on described first probit and the second probit.
Method the most according to claim 1, it is characterised in that described special characteristic information include following at least one:
Model, production firm, operating system version number, UUID, IMEI, MAC Address.
Method the most according to claim 1, it is characterised in that also include previous step: receive the use that mobile terminal sends
Family identification identifier also verifies that this User Identity accords with.
Method the most according to claim 1, it is characterised in that further comprise the steps of:
Obtain the geographical location information that mobile terminal is current;
Determine whether that the geographical location information usual with user is consistent, if consistent, judge that this mobile terminal does not exist cheating row
For;
If inconsistent, judge that this mobile terminal exists cheating.
Method the most according to claim 1, it is characterised in that judge whether this mobile terminal exists based on described fractional value
The step of cheating particularly as follows:
Described fractional value is compared with preset value, if this fractional value is more than described preset value, then judges that this mobile terminal is deposited
In cheating.
7. the detection device of a mobile terminal cheating, it is characterised in that including:
Receive unit: for receiving the request of mobile terminal transmission and obtaining its particular community information;
Assessment unit: be used for based on the calculating of described arbitrary particular community information for assessing dividing of the described request of this mobile terminal
Numerical value;
Judging unit: for judging whether this mobile terminal exists cheating based on described fractional value;
First push unit: preset prize for the mobile terminal that there is cheating is pushed or do not push prize.
Device the most according to claim 7, it is characterised in that the step that described assessment unit performs includes:
Calculate the probit that described mobile terminal is detected, the i.e. first probit based on arbitrary particular community information;
The request that mobile terminal described in statistical computation sends accounts for the probit of all requests that server receives, the i.e. second probability
Value;
The fractional value of described request for evaluating this mobile terminal is calculated based on described first probit and the second probit.
Device the most according to claim 7, it is characterised in that described special characteristic information include following at least one:
Model, production firm, operating system version number, UUID, IMEI, MAC Address.
Method the most according to claim 7, it is characterised in that also include authentication unit, is used for receiving mobile terminal and sends
User Identity accord with and verify this User Identity accord with.
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